{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"outdoor_field\", \"score\": 0.98828125, \"detail\": {\"landmarks\": []}}], \"color\": {\"dominantColorForeground\": \"Purple\", \"dominantColorBackground\": \"Blue\", \"dominantColors\": [\"Blue\", \"Purple\"], \"accentColor\": \"1F58AC\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"sky\", \"outdoor\", \"plant\", \"field\", \"crowd\"], \"captions\": [{\"text\": \"a person standing in a field of flowers\", \"confidence\": 0.6587859988212585}]}, \"requestId\": \"f3c598b0-d85f-404f-a331-cc5fd09be8a7\", \"metadata\": {\"height\": 800, \"width\": 1200, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1.分析远程图像\n",
    "\n",
    "import requests\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "endpoint = \"https://api-hr01.cognitiveservices.azure.com/\"\n",
    "subscription_key = \"7f058435c70043758c63fca8b017c360\"\n",
    "\n",
    "# base url\n",
    "analyze_url = endpoint+ \"vision/v3.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603540193573&di=c0dbf74e9ecf88285a2e4fdd6a1d1017&imgtype=0&src=http%3A%2F%2Fs3.lvjs.com.cn%2Fuploads%2Fpc%2Fplace2%2F2017-08-10%2Fabdf7dcc-ca9a-4000-b94f-38ef745ceaba.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'people_', 'score': 0.9296875, 'detail': {'celebrities': []}}], 'color': {'dominantColorForeground': 'White', 'dominantColorBackground': 'Grey', 'dominantColors': ['White', 'Grey'], 'accentColor': '396492', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['outdoor', 'person'], 'captions': [{'text': 'a person with the hand on the head', 'confidence': 0.4712798297405243}]}, 'requestId': '7011e8f7-62f0-4e8b-95d1-a82b0ba71335', 'metadata': {'height': 710, 'width': 1066, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2.分析本地图片\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"C:/Users/13513/Pictures/Saved Pictures/liuhaoran.jpg\"\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"7f058435c70043758c63fca8b017c360\",\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 3.生成缩略图\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "thumbnail_url = \"https://api-hr01.cognitiveservices.azure.com/\" + \"vision/v3.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://ss1.bdstatic.com/70cFuXSh_Q1YnxGkpoWK1HF6hhy/it/u=2406213756,3342094803&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"7f058435c70043758c63fca8b017c360\"}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"running\",\n",
      "    \"createdDateTime\": \"2020-10-24T09:18:11Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T09:18:11Z\"\n",
      "}\n",
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-24T09:18:11Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T09:18:11Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": -0.1174,\n",
      "                \"width\": 311,\n",
      "                \"height\": 209,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": [\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            5,\n",
      "                            7,\n",
      "                            253,\n",
      "                            6,\n",
      "                            253,\n",
      "                            41,\n",
      "                            5,\n",
      "                            44\n",
      "                        ],\n",
      "                        \"text\": \"Life is the flower for\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    24,\n",
      "                                    7,\n",
      "                                    67,\n",
      "                                    9,\n",
      "                                    60,\n",
      "                                    44,\n",
      "                                    15,\n",
      "                                    44\n",
      "                                ],\n",
      "                                \"text\": \"Life\",\n",
      "                                \"confidence\": 0.981\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    74,\n",
      "                                    10,\n",
      "                                    90,\n",
      "                                    10,\n",
      "                                    84,\n",
      "                                    44,\n",
      "                                    68,\n",
      "                                    44\n",
      "                                ],\n",
      "                                \"text\": \"is\",\n",
      "                                \"confidence\": 0.981\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    97,\n",
      "                                    10,\n",
      "                                    135,\n",
      "                                    11,\n",
      "                                    132,\n",
      "                                    43,\n",
      "                                    92,\n",
      "                                    44\n",
      "                                ],\n",
      "                                \"text\": \"the\",\n",
      "                                \"confidence\": 0.985\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    143,\n",
      "                                    11,\n",
      "                                    203,\n",
      "                                    11,\n",
      "                                    203,\n",
      "                                    41,\n",
      "                                    140,\n",
      "                                    43\n",
      "                                ],\n",
      "                                \"text\": \"flower\",\n",
      "                                \"confidence\": 0.652\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    211,\n",
      "                                    11,\n",
      "                                    251,\n",
      "                                    10,\n",
      "                                    253,\n",
      "                                    38,\n",
      "                                    211,\n",
      "                                    40\n",
      "                                ],\n",
      "                                \"text\": \"for\",\n",
      "                                \"confidence\": 0.981\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            16,\n",
      "                            60,\n",
      "                            262,\n",
      "                            58,\n",
      "                            263,\n",
      "                            90,\n",
      "                            16,\n",
      "                            93\n",
      "                        ],\n",
      "                        \"text\": \"which love is the honey\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    23,\n",
      "                                    62,\n",
      "                                    83,\n",
      "                                    60,\n",
      "                                    82,\n",
      "                                    92,\n",
      "                                    22,\n",
      "                                    94\n",
      "                                ],\n",
      "                                \"text\": \"which\",\n",
      "                                \"confidence\": 0.944\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    89,\n",
      "                                    60,\n",
      "                                    128,\n",
      "                                    59,\n",
      "                                    128,\n",
      "                                    91,\n",
      "                                    89,\n",
      "                                    92\n",
      "                                ],\n",
      "                                \"text\": \"love\",\n",
      "                                \"confidence\": 0.981\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    134,\n",
      "                                    59,\n",
      "                                    153,\n",
      "                                    59,\n",
      "                                    153,\n",
      "                                    91,\n",
      "                                    134,\n",
      "                                    91\n",
      "                                ],\n",
      "                                \"text\": \"is\",\n",
      "                                \"confidence\": 0.981\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    159,\n",
      "                                    59,\n",
      "                                    201,\n",
      "                                    59,\n",
      "                                    200,\n",
      "                                    90,\n",
      "                                    159,\n",
      "                                    91\n",
      "                                ],\n",
      "                                \"text\": \"the\",\n",
      "                                \"confidence\": 0.985\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    207,\n",
      "                                    59,\n",
      "                                    263,\n",
      "                                    61,\n",
      "                                    262,\n",
      "                                    90,\n",
      "                                    206,\n",
      "                                    90\n",
      "                                ],\n",
      "                                \"text\": \"honey\",\n",
      "                                \"confidence\": 0.736\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            12,\n",
      "                            106,\n",
      "                            310,\n",
      "                            112,\n",
      "                            309,\n",
      "                            143,\n",
      "                            12,\n",
      "                            140\n",
      "                        ],\n",
      "                        \"text\": \"Fine words butter no parsnips\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    22,\n",
      "                                    107,\n",
      "                                    71,\n",
      "                                    107,\n",
      "                                    70,\n",
      "                                    141,\n",
      "                                    21,\n",
      "                                    141\n",
      "                                ],\n",
      "                                \"text\": \"Fine\",\n",
      "                                \"confidence\": 0.913\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    78,\n",
      "                                    107,\n",
      "                                    127,\n",
      "                                    109,\n",
      "                                    127,\n",
      "                                    141,\n",
      "                                    77,\n",
      "                                    141\n",
      "                                ],\n",
      "                                \"text\": \"words\",\n",
      "                                \"confidence\": 0.983\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    134,\n",
      "                                    109,\n",
      "                                    192,\n",
      "                                    111,\n",
      "                                    192,\n",
      "                                    141,\n",
      "                                    133,\n",
      "                                    141\n",
      "                                ],\n",
      "                                \"text\": \"butter\",\n",
      "                                \"confidence\": 0.892\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    198,\n",
      "                                    111,\n",
      "                                    223,\n",
      "                                    112,\n",
      "                                    223,\n",
      "                                    142,\n",
      "                                    198,\n",
      "                                    141\n",
      "                                ],\n",
      "                                \"text\": \"no\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    230,\n",
      "                                    113,\n",
      "                                    308,\n",
      "                                    117,\n",
      "                                    308,\n",
      "                                    143,\n",
      "                                    230,\n",
      "                                    142\n",
      "                                ],\n",
      "                                \"text\": \"parsnips\",\n",
      "                                \"confidence\": 0.911\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            7,\n",
      "                            159,\n",
      "                            251,\n",
      "                            159,\n",
      "                            251,\n",
      "                            192,\n",
      "                            7,\n",
      "                            193\n",
      "                        ],\n",
      "                        \"text\": \"Bad neus travels fast\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    21,\n",
      "                                    159,\n",
      "                                    67,\n",
      "                                    160,\n",
      "                                    68,\n",
      "                                    194,\n",
      "                                    21,\n",
      "                                    194\n",
      "                                ],\n",
      "                                \"text\": \"Bad\",\n",
      "                                \"confidence\": 0.979\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    74,\n",
      "                                    160,\n",
      "                                    121,\n",
      "                                    160,\n",
      "                                    121,\n",
      "                                    193,\n",
      "                                    74,\n",
      "                                    194\n",
      "                                ],\n",
      "                                \"text\": \"neus\",\n",
      "                                \"confidence\": 0.559\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    127,\n",
      "                                    160,\n",
      "                                    194,\n",
      "                                    161,\n",
      "                                    195,\n",
      "                                    191,\n",
      "                                    128,\n",
      "                                    193\n",
      "                                ],\n",
      "                                \"text\": \"travels\",\n",
      "                                \"confidence\": 0.69\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    201,\n",
      "                                    161,\n",
      "                                    249,\n",
      "                                    163,\n",
      "                                    251,\n",
      "                                    189,\n",
      "                                    201,\n",
      "                                    191\n",
      "                                ],\n",
      "                                \"text\": \"fast\",\n",
      "                                \"confidence\": 0.978\n",
      "                            }\n",
      "                        ]\n",
      "                    }\n",
      "                ]\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 4. 提取文本（读取API）\n",
    "\n",
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "text_recognition_url = \"https://api-hr01.cognitiveservices.azure.com/vision/v3.0/read/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to recognize.\n",
    "image_url = \"https://ss1.bdstatic.com/70cFvXSh_Q1YnxGkpoWK1HF6hhy/it/u=3025575980,164542079&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"e33e05cf8a914c73b9a740cab41e61cc\"}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# Extracting text requires two API calls: One call to submit the\n",
    "# image for processing, the other to retrieve the text found in the image.\n",
    "\n",
    "# Holds the URI used to retrieve the recognized text.\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "\n",
    "# The recognized text isn't immediately available, so poll to wait for completion.\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    \n",
    "    print(json.dumps(analysis, indent=4))\n",
    "\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.0, 1.0, 0.0, 1.0)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 5. 提取文本（OCR API）\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Rectangle\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "ocr_url = \"https://api-hr01.cognitiveservices.azure.com/vision/v3.1/ocr\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://ss1.bdstatic.com/70cFvXSh_Q1YnxGkpoWK1HF6hhy/it/u=3025575980,164542079&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"7f058435c70043758c63fca8b017c360\"}\n",
    "params = {'language': 'unk', 'detectOrientation': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(ocr_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "analysis = response.json()\n",
    "\n",
    "# Extract the word bounding boxes and text.\n",
    "line_infos = [region[\"lines\"] for region in analysis[\"regions\"]]\n",
    "word_infos = []\n",
    "for line in line_infos:\n",
    "    for word_metadata in line:\n",
    "        for word_info in word_metadata[\"words\"]:\n",
    "            word_infos.append(word_info)\n",
    "word_infos\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "plt.figure(figsize=(5, 5))\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image, alpha=0.5)\n",
    "for word in word_infos:\n",
    "    bbox = [int(num) for num in word[\"boundingBox\"].split(\",\")]\n",
    "    text = word[\"text\"]\n",
    "    origin = (bbox[0], bbox[1])\n",
    "    patch = Rectangle(origin, bbox[2], bbox[3],\n",
    "                      fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(origin[0], origin[1], text, fontsize=20, weight=\"bold\", va=\"top\")\n",
    "plt.show()\n",
    "plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'celebrities': [{'name': 'Jackie Chan', 'confidence': 0.9999886751174927, 'faceRectangle': {'left': 164, 'top': 79, 'width': 108, 'height': 108}}]}, 'requestId': '1de0a7d6-39bd-445d-9cf9-33c248885977', 'metadata': {'height': 506, 'width': 426, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 6. 使用域模型--名人\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Replace <Subscription Key> with your valid subscription key.\n",
    "subscription_key = \"7f058435c70043758c63fca8b017c360\"\n",
    "assert subscription_key\n",
    "\n",
    "vision_base_url = \"https://api-hr01.cognitiveservices.azure.com/vision/v2.1/\"\n",
    "\n",
    "celebrity_analyze_url = vision_base_url + \"models/celebrities/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603541905213&di=863e904e625f5302e6c8094d3f441fff&imgtype=0&src=http%3A%2F%2Fpic.baike.soso.com%2Fp%2F20140504%2F20140504131147-671941598.jpg\"\n",
    "\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'model': 'celebrities'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    celebrity_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant celebrity for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"celebrities\"] is not []\n",
    "print(analysis)\n",
    "celebrity_name = analysis[\"result\"][\"celebrities\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the celebrity name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(celebrity_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'landmarks': [{'name': 'Forbidden City', 'confidence': 0.9999575614929199}]}, 'requestId': '1fcce3d3-cec3-44bf-8ac7-6941c586f926', 'metadata': {'height': 1514, 'width': 2689, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 6. 使用域模型--识别地标\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "landmark_analyze_url = endpoint + \"vision/v3.1/models/landmarks/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://images.unsplash.com/photo-1587825338028-f1d568e0dbb3?ixlib=rb-1.2.1&ixid=eyJhcHBfaWQiOjEyMDd9&auto=format&fit=crop&w=2689&q=80\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"7f058435c70043758c63fca8b017c360\"}\n",
    "params = {'model': 'landmarks'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    landmark_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant landmark for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"landmarks\"] is not []\n",
    "print(analysis)\n",
    "landmark_name = analysis[\"result\"][\"landmarks\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the landmark name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(landmark_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  }
 ],
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